Towards Trusted LLM based Curator Agents

Charles F. Vardeman II

Center for Research Computing, University of Notre Dame

2023-10-06

Motivation: TAMMS KG

Starting Architecture…

AI Curator “Agents”

Activity Specific Agents: Visual Agents

Visual Agents Architecture: Different LLMs based on Role

Activity Specific Agents: Visual Agents Transition Graph

We need to think through what Trusted Means!

Starting with a CSV (Navy Maintenance Data)

Korini, Keti, and Christian Bizer. 2023. “Column Type Annotation Using ChatGPT.” arXiv. http://arxiv.org/abs/2306.00745.

Context Matters!

Converting Legacy Enterprise Data into Knowledge Graphs with AI and JSON LD | Eliud Polanco

JSON-LD as a Bridge

Converting Legacy Enterprise Data into Knowledge Graphs with AI and JSON LD | Eliud Polanco

Semantic AI-based Micro Services

How can we create “Semantic Microservices”

ChatGPT “Plugin” Architecture as Example

Example Service – Retrieval Augmented Generation (We’re not doing this yet!)